Investigating institutional influence on graduate program admissions by modelling physics GRE cut-off scores
Nils J. Mikkelsen, Nicholas T. Young, Marcos D. Caballero

TL;DR
This study models the influence of undergraduate institutions on physics GRE cut-off scores in graduate admissions, revealing institutional effects comparable to gender and GPA, and recommends against using such cut-offs.
Contribution
It introduces a dual modelling approach to assess institutional influence on GRE cut-offs, highlighting significant effects and advocating for policy change.
Findings
Institutional effects are comparable to gender and GPA.
Including institutional data improves model accuracy.
Recommends discontinuing physics GRE cut-off scores.
Abstract
Despite limiting access to applicants from underrepresented racial and ethnic groups, the practice of using hard or soft GRE cut-off scores in physics graduate program admissions is still a popular method for reducing the pool of applicants. The present study considers whether the undergraduate institutions of applicants have any influence on the admissions process by modelling a physics GRE cut-off score with application data from admissions offices of five universities. Two distinct approaches based on inferential and predictive modelling are conducted. While there is some disagreement regarding the relative importance between features, the two approaches largely agree that including institutional information significantly aids the analysis. Both models identify cases where the institutional effects are comparable to factors of known importance such as gender and undergraduate GPA. As…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsAdvanced Causal Inference Techniques · Statistical Methods and Bayesian Inference · School Choice and Performance
